Period
to 17 December 2017

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 17 December 2017 with a comparison to the same period over the previous 2 years.

Data Structures
Cambridgeshire > Cambridge
6 months to
17 Dec 2017
Same period 2016 Same period 2015
Rank 111 107 84
Rank change year-on-year -4 -23 +39
Permanent jobs citing Data Structures 70 41 87
As % of all permanent IT jobs advertised in Cambridge 2.20% 1.78% 3.01%
As % of the Miscellaneous category 3.78% 3.43% 6.41%
Number of salaries quoted 29 30 73
Cambridge median annual salary £50,000 £31,500 £40,000
Median salary % change year-on-year +58.73% -21.25% -20.00%
10th Percentile £37,500 £18,000 £34,250
90th Percentile £68,750 £61,375 £54,500
Cambridgeshire median annual salary £50,000 £31,500 £40,000
% change year-on-year +58.73% -21.25% -20.00%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 1851 1195 1357
As % of all permanent IT jobs advertised in Cambridge 58.15% 51.93% 46.91%
Number of salaries quoted 1388 974 1107
Cambridge median annual salary £50,000 £45,000 £42,500
Median salary % change year-on-year +11.11% +5.88% -
10th Percentile £30,000 £25,500 £27,500
90th Percentile £72,500 £68,375 £66,350
Cambridgeshire median annual salary £50,000 £45,000 £42,500
% change year-on-year +11.11% +5.88% +3.66%

Data Structures
Job Vacancy Trend in Cambridge

Job postings citing Data Structures as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Data Structures in Cambridge

Data Structures
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Cambridge.

Salary trend for Data Structures in Cambridge

Data Structures
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Structures in Cambridge over the 6 months to 17 December 2017.

Salary histogram for Data Structures in Cambridge

For the 6 months to 17 December 2017, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cambridge region with a requirement for Data Structures.

1 60 (85.71%) Algorithms
2 58 (82.86%) Java
3 54 (77.14%) Computer Science
4 53 (75.71%) Degree
5 52 (74.29%) OO
6 43 (61.43%) Software Engineering
7 39 (55.71%) Python
8 36 (51.43%) C++
9 35 (50.00%) Multithreading
10 34 (48.57%) Mathematics
10 34 (48.57%) Performance Optimisation
11 30 (42.86%) NoSQL
12 29 (41.43%) Computer Science Degree
13 27 (38.57%) Big Data
13 27 (38.57%) Linux
14 25 (35.71%) Agile Software Development
15 24 (34.29%) OOP
16 21 (30.00%) Windows
16 21 (30.00%) Software Architecture
16 21 (30.00%) Amazon AWS
17 20 (28.57%) Docker
18 18 (25.71%) OOD
19 17 (24.29%) Finance
19 17 (24.29%) Cloud Computing
19 17 (24.29%) Git (software)
19 17 (24.29%) JSON
19 17 (24.29%) TDD
19 17 (24.29%) Microsoft Azure
19 17 (24.29%) MongoDB
19 17 (24.29%) Elasticsearch

Data Structures
Co-occurring IT Skills in Cambridge by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 17 (24.29%) Elasticsearch
2 3 (4.29%) Cloud Foundry
Cloud Services
1 21 (30.00%) Amazon AWS
2 17 (24.29%) Cloud Computing
2 17 (24.29%) Microsoft Azure
3 1 (1.43%) Cortana Intelligence Suite
Communications & Networking
1 10 (14.29%) Internet
2 1 (1.43%) SMS
Database & Business Intelligence
1 30 (42.86%) NoSQL
2 27 (38.57%) Big Data
3 17 (24.29%) HBase
3 17 (24.29%) MongoDB
4 6 (8.57%) MySQL
4 6 (8.57%) Relational Database
5 3 (4.29%) Hadoop
6 2 (2.86%) Apache Cassandra
Development Applications
1 17 (24.29%) Git (software)
2 10 (14.29%) Maven
3 6 (8.57%) Mercurial
General
1 17 (24.29%) Finance
2 6 (8.57%) Manufacturing
3 2 (2.86%) Games
4 1 (1.43%) Advertising
Job Titles
1 37 (52.86%) Software Engineer
2 34 (48.57%) Java Engineer
2 34 (48.57%) Java Software Engineer
3 23 (32.86%) Graduate
4 21 (30.00%) C++ Software Engineer
5 18 (25.71%) Developer
5 18 (25.71%) Graduate C++ Software Engineer
5 18 (25.71%) Graduate Java Engineer
5 18 (25.71%) Graduate Java Software Engineer
5 18 (25.71%) Graduate Software Engineer
6 17 (24.29%) Java Developer
7 13 (18.57%) Senior Java Engineer
7 13 (18.57%) Senior Java Software Engineer
7 13 (18.57%) Senior Software Engineer
8 9 (12.86%) Data Scientist
9 8 (11.43%) Data Visualisation Expert
10 6 (8.57%) AWS Developer
10 6 (8.57%) Team Leader
11 5 (7.14%) Graduate Developer
11 5 (7.14%) Graduate Java Developer
Libraries, Frameworks & Software Standards
1 17 (24.29%) JSON
2 13 (18.57%) Ehcache
3 7 (10.00%) CSS
3 7 (10.00%) CSS3
3 7 (10.00%) HTML
3 7 (10.00%) HTML5
3 7 (10.00%) jQuery
4 6 (8.57%) Spring
5 2 (2.86%) .NET
6 1 (1.43%) .NET Framework
6 1 (1.43%) ASP.NET
6 1 (1.43%) ASP.NET MVC
6 1 (1.43%) ASP.NET Web Forms
6 1 (1.43%) Natural Language Processing
Miscellaneous
1 60 (85.71%) Algorithms
2 54 (77.14%) Computer Science
3 10 (14.29%) Internet of Things
4 9 (12.86%) User Experience
5 6 (8.57%) Mobile Payment
6 1 (1.43%) HoloLens
6 1 (1.43%) Kinect
6 1 (1.43%) Mobile App
6 1 (1.43%) Online Games
6 1 (1.43%) Robotics
Operating Systems
1 27 (38.57%) Linux
2 21 (30.00%) Windows
3 6 (8.57%) Debian
4 3 (4.29%) Android
4 3 (4.29%) Apple iOS
Processes & Methodologies
1 52 (74.29%) OO
2 43 (61.43%) Software Engineering
3 35 (50.00%) Multithreading
4 34 (48.57%) Mathematics
4 34 (48.57%) Performance Optimisation
5 25 (35.71%) Agile Software Development
6 24 (34.29%) OOP
7 21 (30.00%) Software Architecture
8 18 (25.71%) OOD
9 17 (24.29%) TDD
10 16 (22.86%) Collaborative Working
10 16 (22.86%) Complexity Analysis
10 16 (22.86%) Physics
10 16 (22.86%) Process Improvement
10 16 (22.86%) Unit Testing
11 13 (18.57%) Data Modelling
11 13 (18.57%) Test Automation
12 9 (12.86%) Data Visualisation
12 9 (12.86%) Visualisation
13 7 (10.00%) MVC
Programming Languages
1 58 (82.86%) Java
2 39 (55.71%) Python
3 36 (51.43%) C++
4 9 (12.86%) C#
5 7 (10.00%) JavaScript
6 2 (2.86%) SQL
Qualifications
1 53 (75.71%) Degree
2 29 (41.43%) Computer Science Degree
Quality Assurance & Compliance
1 16 (22.86%) QA
System Software
1 20 (28.57%) Docker
Vendors
1 13 (18.57%) Terracotta
2 1 (1.43%) Microsoft